Title :
Direct Heuristic Dynamic Programming for Nonlinear Tracking Control With Filtered Tracking Error
Author :
Yang, Lei ; Si, Jennie ; Tsakalis, Konstantinos S. ; Rodriguez, Armando A.
Author_Institution :
Dept. of Control Sci. & Eng., Zhejiang Univ., Hangzhou, China
Abstract :
This paper makes use of the direct heuristic dynamic programming design in a nonlinear tracking control setting with filtered tracking error. A Lyapunov stability approach is used for the stability analysis of the tracking system. It is shown that the closed-loop tracking error and the approximating neural network weight estimates retain the property of uniformly ultimate boundedness under the presence of neural network approximation error and bounded unknown disturbances under certain conditions.
Keywords :
Lyapunov methods; closed loop systems; dynamic programming; neurocontrollers; nonlinear control systems; stability; tracking; Lyapunov stability; closed-loop tracking error; filtered tracking error; heuristic dynamic programming; neural network; nonlinear tracking control; Approximate dynamic programming (ADP); Lyapunov stability; direct heuristic dynamic programming (direct HDP); tracking control;
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
DOI :
10.1109/TSMCB.2009.2021950